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We suggest a general oracle-based framework that captures different parallel stochastic optimization settings described by a dependency graph, and derive generic lower bounds in terms of this graph. We then use the framework and derive…

最优化与控制 · 数学 2019-02-12 Blake Woodworth , Jialei Wang , Adam Smith , Brendan McMahan , Nathan Srebro

Recent research demonstrated that training large language models involves memorization of a significant fraction of training data. Such memorization can lead to privacy violations when training on sensitive user data and thus motivates the…

机器学习 · 计算机科学 2025-10-29 Vitaly Feldman , Guy Kornowski , Xin Lyu

Given a rooted tree and a ranking of its leaves, what is the minimum number of inversions of the leaves that can be attained by ordering the tree? This variation of the problem of counting inversions in arrays originated in mathematical…

数据结构与算法 · 计算机科学 2024-07-02 Ivan Hu , Dieter van Melkebeek , Andrew Morgan

A well-studied challenge that arises in the structure learning problem of causal directed acyclic graphs (DAG) is that using observational data, one can only learn the graph up to a "Markov equivalence class" (MEC). The remaining undirected…

机器学习 · 计算机科学 2022-05-20 Vibhor Porwal , Piyush Srivastava , Gaurav Sinha

In the problem of semialgebraic range searching, we are to preprocess a set of points in $\mathbb{R}^D$ such that the subset of points inside a semialgebraic region described by $O(1)$ polynomial inequalities of degree $\Delta$ can be found…

计算几何 · 计算机科学 2022-03-16 Peyman Afshani , Pingan Cheng

Local Search problem, which finds a local minimum of a black-box function on a given graph, is of both practical and theoretical importance to combinatorial optimization, complexity theory and many other areas in theoretical computer…

量子物理 · 物理学 2007-05-23 Shengyu Zhang

We present a branch-and-bound algorithm to improve the lower bounds obtained by SONC/SAGE. The running time is fixed-parameter tractable in the number of variables. Furthermore, we describe a new heuristic to obtain a candidate for the…

最优化与控制 · 数学 2021-06-01 Henning Seidler

In this paper, we first remodel the line coverage as a 1D discrete problem with co-linear targets. Then, an order-based greedy algorithm, called OGA, is proposed to solve the problem optimally. It will be shown that the existing order in…

数据结构与算法 · 计算机科学 2017-04-20 Hamed Sadeghi , MohammadReza Soroushmehr , Shahrokh Valaee , Shahram Shirani , Shadrokh Samavi

We show fast deterministic algorithms for fundamental problems on forests in the challenging low-space regime of the well-known Massive Parallel Computation (MPC) model. A recent breakthrough result by Coy and Czumaj [STOC'22] shows that,…

分布式、并行与集群计算 · 计算机科学 2022-11-08 Alkida Balliu , Rustam Latypov , Yannic Maus , Dennis Olivetti , Jara Uitto

Robust optimization is one of the fundamental approaches to deal with uncertainty in combinatorial optimization. This paper considers the robust spanning tree problem with interval data, which arises in a variety of telecommunication…

人工智能 · 计算机科学 2013-01-07 Ionut Aron , Pascal Van Hentenryck

We consider several well-studied problems in dynamic algorithms and prove that sufficient progress on any of them would imply a breakthrough on one of five major open problems in the theory of algorithms: 1. Is the 3SUM problem on $n$…

数据结构与算法 · 计算机科学 2014-02-04 Amir Abboud , Virginia Vassilevska Williams

We illustrate how computer-aided methods can be used to investigate the fundamental limits of the caching systems, which are significantly different from the conventional analytical approach usually seen in the information theory…

信息论 · 计算机科学 2018-08-28 Chao Tian

We prove tight lower bounds for online multicalibration, establishing an information-theoretic separation from marginal calibration. In the general setting where group functions can depend on both context and the learner's predictions, we…

机器学习 · 计算机科学 2026-04-27 Natalie Collina , Jiuyao Lu , Georgy Noarov , Aaron Roth

A recent work (Korten, Pitassi, and Impagliazzo, FOCS 2025) established an insightful connection between static data structure lower bounds, range avoidance of $\text{NC}^0$ circuits, and the refutation of pseudorandom CSP instances,…

计算复杂性 · 计算机科学 2025-07-31 Venkatesan Guruswami , Xin Lyu , Weiqiang Yuan

In 1981 Hong and Kung proved a lower bound on the amount of communication needed to perform dense, matrix-multiplication using the conventional $O(n^3)$ algorithm, where the input matrices were too large to fit in the small, fast memory. In…

计算复杂性 · 计算机科学 2011-09-20 Grey Ballard , James Demmel , Olga Holtz , Oded Schwartz

With few exceptions (namely, algorithms for maximal matching, $2$-approximate vertex cover, and certain constant-stretch spanners), all known fully dynamic algorithms in general graphs require (amortized) $\Omega(\log n)$ update/query time.…

数据结构与算法 · 计算机科学 2019-07-11 Monika Henzinger , Pan Peng

For a given domain $\Omega \subset \Bbb{R}^n$, we consider the variational problem of minimizing the $L^1$-norm of the gradient on $\Omega$ of a function $u$ with prescribed continuous boundary values and satisfying a continuous lower…

偏微分方程分析 · 数学 2007-05-23 William P. Ziemer , Kevin Zumbrun

We study reachability and shortest paths problems in dynamic directed graphs. Whereas algebraic dynamic data structures supporting edge updates and reachability/distance queries have been known for quite a long time, they do not, in…

数据结构与算法 · 计算机科学 2022-04-01 Adam Karczmarz , Anish Mukherjee , Piotr Sankowski

Recently, \citeauthor*{akbari2021locality}~(ICALP 2023) studied the locality of graph problems in distributed, sequential, dynamic, and online settings from a {unified} point of view. They designed a novel $O(\log n)$-locality deterministic…

数据结构与算法 · 计算机科学 2024-05-02 Yi-Jun Chang , Gopinath Mishra , Hung Thuan Nguyen , Mingyang Yang , Yu-Cheng Yeh

In the study of deterministic distributed algorithms it is commonly assumed that each node has a unique $O(\log n)$-bit identifier. We prove that for a general class of graph problems, local algorithms (constant-time distributed algorithms)…

分布式、并行与集群计算 · 计算机科学 2013-12-24 Mika Göös , Juho Hirvonen , Jukka Suomela